[ DATA ][ GOVERNANCE ][ GOVERNED ][ LGPD / GDPR ]

Choose the
right data platform
for your business.

SOFI Data provisions secure, masked environments for delivery teams. SOFI Governance publishes governed live views for BI, APIs, and agents. Compare both and open the one that matches your operation.

Explore the platforms How to choose

sofi ~ cli

run.JSON.MASKED

SOFI CLI

3 "platform": ,

4 "dataset": ,

5 "masking": ,

6 "clone": ,

7 "status":

masked clone

branch ready

rollback point

Creating masked delivery branch...

// one decision, one governed redirect

For teams that need to pick the right data tool and start operating, not navigate a sales maze.

SOFI Data

Masked QA environments

SOFI Governance

Governed live views

Governance

RBAC + masking + audit

Routing

One decision, one redirect

[ 01 / 04 ] Platforms

// pick your platform //

Two platforms for two distinct operating moments.

First identify whether you need secure delivery environments or governed access to live data. Each platform has its own operating path, so requirements do not get mixed.

Prepare environments

Data

Production-grade datasets for QA, staging, and releases without exposing production.

lightweight clonemaskingrollbackteam branch

View platform

Consume live data

Governance

A logical layer for BI, APIs, and agents without moving data from source systems.

zero-copySQL + APIssingle policylive lineage

View platform

01 / Prepare environments

SOFI Data

Open platform

Delivery and staging environments

SOFI Data

Production-grade test environments without copying production.

Provision isolated datasets per team with lightweight snapshots, persistent masking, and reliable restore points. Teams test against useful data without exposing PII or relying on manual copies.

For development, QA, staging, release, and support teams

lightweight clonesmasked PIIrelease rollbackteam-level branching

[ CLI ]

sofi workflow

$ #

❯

clone.ready

mask.policy=gdpr_lgpd

bookmark.saved

Heavy-copy-free cloningCopy-on-write snapshots bring up large databases without multiplying storage.

Persistent maskingSensitive data is detected and stored masked in the environment delivered to the team.

On-demand branchesEach feature, bug fix, or release can have its own database branch with fork, merge, and reset.

Release bookmarksCapture known-good states and return to them when a test fails or must be repeated.

Pipeline automationClone, mask, snapshot, and reset commands run inside CI/CD without opening tickets.

Auditable permissionsAccess is scoped by environment, database, schema, table, and column, with an operational trail.

Open platformsofidata.dtsofi.com

COW

clones without duplicating TBs

PII

masking before access

Git

branch, bookmark, and reset

runtime signalonline

governancepolicy enforced

auditevent stream active

capability map

CI/CDQAStagingRelease

Controlled refreshRefresh QA and staging in predictable windows with masking policy always enforced.

PII discoveryClassifiers locate sensitive fields even in undocumented legacy databases.

sourceprod snapshot

production-grade data without live-data exposure

controlbranch + bookmark

approved state for repeatable tests

deliveryQA / staging / release

team-ready isolated environments

operational routedelivery path

discover

PII map92%

protect

mask rules88%

release

QA branch96%

policy88%

latency72%

coverage94%

event streamlive

01masking / PII locked

02clone / branch synced

03qa / reset ready

04rbac / team scoped

05audit / bookmark signed

06slo / window protected

07ci / pipeline green

14.2s

window

clone provisioned

0 PII

risk

sensitive fields masked

ready

rollback

bookmark signed

execution trace

policy: GDPR / LGPD / PII enforced

branch: qa-release isolated

reset: approved bookmark available

active signalsmonitored

clone throughput12 VDBs

mask coverage98%

retest windowready

audit.hash: 8f2c-qa-secured

02 / Consume live data

SOFI Governance

Open platform

Governed live data

SOFI Governance

Multi-source consumption without moving data.

Connect databases, files, APIs, and warehouses into a logical data layer. Publish governed views for BI, applications, and agents under the same security contract.

For data teams, BI, digital platforms, APIs, and AI agents

zero-copySQL + APIsdynamic maskinglive lineage

[ CLI ]

sofi workflow

$ #

❯

source.linked

view.validated

endpoint.live

Zero-copy federationUnify heterogeneous sources in a logical layer without replicating the origin.

Views as a productModel consumption contracts decoupled from source systems, with joins and rules defined in SQL.

Policy at the perimeterPermissions, dynamic masking, and audit controls are applied before any delivery surface.

Intelligent pushdownFilters, joins, and aggregations are pushed to the source when that reduces cost and latency.

Live lineageEvery column remains traceable from source to consumer, with visible change impact.

Multiple consumption surfacesSQL, REST, OData, GraphQL, and MCP expose the same governed data under one policy model.

Open platformsofigovernance.dtsofi.com

0 ETL

to publish a view

1 policy

across every channel

Live

consumer-level lineage

runtime signalonline

governancepolicy enforced

auditevent stream active

capability map

SQLRESTODataMCP

Semantic catalogDescriptions, tags, and business context make data assets discoverable.

Governed self-serviceTeams consume data without opening tickets, inside clear limits and contracts.

sourceERP + warehouse

connected sources without replication

contractgoverned view

SQL, REST, and MCP under one model

consumptionBI / API / agents

policy enforced before delivery

operational routeconsumption path

connect

sources90%

govern

policy86%

publish

SQL / API94%

policy88%

latency72%

coverage94%

event streamlive

01policy / RBAC applied

02lineage / impact mapped

03api / contract live

04pushdown / source optimized

05catalog / asset indexed

06cache / policy aware

07query / latency guarded

14ms

latency

guarded query

active

pushdown

source-side execution

live

contract

endpoint published

execution trace

policy: RBAC + masking enforced

lineage: source to consumer mapped

quota: consumer window protected

active signalsmonitored

source pushdownactive

policy cachewarm

endpoint SLOlive

audit.hash: 8f2c-vw-secured

[ 02 / 04 ] Compare

// route the decision //

Which platform matches the operating problem?

Both products share governance and integration standards, but they solve different moments in the data lifecycle. Use the table to route the decision without ambiguity.

// Capability

Data

Governance

Realistic masked test data environments

Thin clones, snapshots, and rollback for QA

Feature-level branching, merge, and reset

Automated PII discovery

Access to heterogeneous sources without moving data

Governed virtual views for SQL, REST, and OData

Real-time lineage from source to consumer

MCP surface for AI agents

Native RBAC, masking, and audit controls

CLI, SQL, and API integration for automation

For delivery and QA

I need realistic masked data for test environments.

Go to SOFI Data for thin clones, branching, and rollback.

View SOFI Data→

For BI, APIs, and agents

I need access to data across sources without moving it.

Go to SOFI Governance for governed views and zero-copy access.

View SOFI Governance→

[ 03 / 04 ] Operation

// end-to-end pipeline //

How SOFI operates data across four controlled steps.

SOFI Data and SOFI Governance share the same operational discipline. What changes is the target consumption pattern.

Connect

Ready-to-use connectors
Vaulted credentials
Automated discovery

Protect

Detect PII, apply masking, enforce RBAC, and push policy to the perimeter.

GDPR / LGPD
Persistent or dynamic masking
Immutable audit trail

Operate

SOFI Data isolates delivery teams; SOFI Governance publishes governed views.

Thin clones and branching
Virtual views
Intelligent pushdown

Consume

Developers, QA, BI, applications, and agents consume through the right governed channel.

CLI / SQL / REST / MCP
SLOs and quotas
End-to-end lineage

[ 04 / 04 ] Governance

// enterprise posture //

Two operating paths.
One governance discipline.

SOFI Data and SOFI Governance are not competing narratives. They cover different stages of the data lifecycle with consistent governance, security, and audit controls across both paths.

LGPDGDPRSOC 2ISO 27001

Privacy

PII is discovered, classified, and masked before data reaches the consumer.

Permissions

RBAC by environment, source, view, table, column, or role, inherited across the platform.

Audit

Operations, access events, publications, and changes are captured in an immutable exportable trail.

Observability

Metrics, lineage, and SLOs per asset expose change impact before it becomes an incident.

[ DATA ][ GOVERNANCE ][ GOVERN ][ ROUTE ]

// start now //

Start with the operating problem.
Open the right product.

Data

Delivery and staging environments

sofidata.dtsofi.com

Governance

Governed live data

sofigovernance.dtsofi.com

No ambiguity · each platform has its own environment

Choose theright data platformright data platformfor your business.

For teams that need to pick the right data tool and start operating, not navigate a sales maze.

Native Connectors

Two platforms for two distinct operating moments.

Data

Governance

SOFI Data

SOFI Data

Production-grade test environments without copying production.

SOFI Governance

SOFI Governance

Multi-source consumption without moving data.

Which platform matches the operating problem?

How SOFI operates data across four controlled steps.

Connect

Protect

Operate

Consume

Two operating paths.One governance discipline.

Privacy

Permissions

Audit

Observability

Start with the operating problem.Open the right product.

Data

Governance

Choose the
right data platform
for your business.

Two operating paths.
One governance discipline.

Start with the operating problem.
Open the right product.